{"id":"W2187450966","doi":"10.3390/ma8125453","title":"Physical Characteristics of Medical Textile Prostheses Designed for Hernia Repair: A Comprehensive Analysis of Select Commercial Devices","year":2015,"lang":"en","type":"article","venue":"Materials","topic":"Hernia repair and management","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Centre hospitalier universitaire de Québec","funders":"Higher Education Discipline Innovation Project; Université Laval","keywords":"Porosity; Polygon mesh; Materials science; Void (composites); Fabric structure; Textile; Computer science; Biomedical engineering; Composite material; Engineering; Computer graphics (images)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004718317,0.0003372369,0.0003703289,0.001975103,0.0002026968,0.0004971403,0.0001411719,0.0003135393,0.000690147],"category_scores_gemma":[0.001574444,0.0001323811,0.0005693205,0.001266743,0.000230937,0.0006082976,0.0003134222,0.000153094,0.0002511264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001294049,"about_ca_system_score_gemma":0.0001244919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000243088,"about_ca_topic_score_gemma":0.0003894219,"domain_scores_codex":[0.9995509,0.00005954104,0.00009760619,0.00006153415,0.0002014117,0.00002910207],"domain_scores_gemma":[0.9984987,0.0005159413,0.0005305715,0.00009447825,0.0002685133,0.00009182402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005493859,0.0002638865,0.8489762,0.000716695,0.0002231225,0.0007473701,0.0005935369,0.001080363,0.02310193,0.000111269,0.0005174983,0.1231188],"study_design_scores_gemma":[0.000004338312,0.001004122,0.9871026,0.00005066177,0.000164431,0.003335764,0.0004262038,0.0009590007,0.004752741,0.00005969029,0.002113977,0.00002654364],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949883,0.002426835,0.001358558,0.00002319453,0.000007755787,0.00002739361,0.0003347562,0.00001954534,0.0008136585],"genre_scores_gemma":[0.9963908,0.001280774,0.00139776,0.00002632127,0.00001533991,0.00003182427,0.0004714345,0.000007677464,0.0003781035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001975103,"threshold_uncertainty_score":0.002495289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0584344434308311,"score_gpt":0.3516017710675714,"score_spread":0.2931673276367403,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}